The crumpled bills in Daniel’s wallet felt heavy. He walked slowly back to his apartment, the dim streetlights barely illuminating his path. He’d just seen Mrs. Gable come home, her car gleaming with fresh wax, and a shopping bag from the designer boutique he could never afford.

He kicked a loose pebble across the sidewalk. The feeling in his chest was a dull ache, a constant weight. He'd been working overtime for the past six months to try and stay afloat, and yet… it felt like he was treading water.

He reached his door and fumbled for his keys. Inside, the silence of his apartment felt suffocating. He leaned against the closed door, and finally let the weight of it all settle in.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212